{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# How to measure stellar radial velocities\n",
    "This is a tutorial to the `laspec.ccf` module.\n",
    "\n",
    "`RVM` dump file can be donwloaded [here](http://paperdata.china-vo.org/bozhang/rvzp/v10_rvm.dump).\n",
    "\n",
    "A demo spectrum `fits` file can be downloaded [here](http://paperdata.china-vo.org/bozhang/rvzp/med-58415-TD062610N184524B01_sp08-037.fits.gz)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline\n",
    "rcParams[\"font.size\"] = 20"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## read MRS fits file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
       "  0  Information    1 PrimaryHDU      91   ()      \n",
       "  1  COADD_B       1 BinTableHDU     44   3780R x 5C   [E, E, E, I, I]   \n",
       "  2  COADD_R       1 BinTableHDU     44   3922R x 5C   [E, E, E, I, I]   \n",
       "  3  B-84117836    1 BinTableHDU     42   4136R x 4C   [E, E, E, I]   \n",
       "  4  B-84117860    1 BinTableHDU     42   4136R x 4C   [E, E, E, I]   \n",
       "  5  B-84117883    1 BinTableHDU     42   4136R x 4C   [E, E, E, I]   \n",
       "  6  B-84117907    1 BinTableHDU     42   4136R x 4C   [E, E, E, I]   \n",
       "  7  R-84117836    1 BinTableHDU     42   4136R x 4C   [E, E, E, I]   \n",
       "  8  R-84117860    1 BinTableHDU     42   4136R x 4C   [E, E, E, I]   \n",
       "  9  R-84117883    1 BinTableHDU     42   4136R x 4C   [E, E, E, I]   \n",
       " 10  R-84117907    1 BinTableHDU     42   4136R x 4C   [E, E, E, I]   "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from laspec.mrs import MrsFits\n",
    "mf = MrsFits(\"/Users/cham/PycharmProjects/laspec/laspec/data/sb2demo/med-58415-TD062610N184524B01_sp08-037.fits.gz\")\n",
    "mf"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## get all epochs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Red arm')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mes = mf.get_all_epochs(norm_type=\"spline\", niter=3)\n",
    "\n",
    "# plot the spectra\n",
    "fig, axs = subplots(1,2,figsize=(20, 10))\n",
    "plt.sca(axs[0])\n",
    "for i,me in enumerate(mes):\n",
    "    me.plot_norm(i*.5)\n",
    "grid(True)\n",
    "xlabel(\"$\\\\lambda~[\\\\mathrm{\\AA}]$\")\n",
    "ylabel(\"Normalized Flux + shift\")\n",
    "xlim(4900,5400)\n",
    "ylim(0, 3)\n",
    "title(\"Blue arm\")\n",
    "\n",
    "plt.sca(axs[1])\n",
    "for i,me in enumerate(mes):\n",
    "    me.plot_norm(i*.5)\n",
    "grid(True)\n",
    "xlabel(\"$\\\\lambda~[\\\\mathrm{\\AA}]$\")\n",
    "ylabel(\"Normalized Flux + shift\")\n",
    "xlim(6200,6900)\n",
    "ylim(0, 3)\n",
    "title(\"Red arm\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## reduce: remove cosmic rays"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Red arm')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# get all epochs\n",
    "mes = [_.reduce() for _ in mf.get_all_epochs(norm_type=\"spline\", niter=3)]\n",
    "\n",
    "# plot the spectra\n",
    "fig, axs = subplots(1,2,figsize=(20, 10))\n",
    "plt.sca(axs[0])\n",
    "for i,me in enumerate(mes):\n",
    "    me.plot_norm(i*.5)\n",
    "grid(True)\n",
    "xlabel(\"$\\\\lambda~[\\\\mathrm{\\AA}]$\")\n",
    "ylabel(\"Normalized Flux + shift\")\n",
    "xlim(4900,5400)\n",
    "ylim(0, 3)\n",
    "title(\"Blue arm\")\n",
    "\n",
    "plt.sca(axs[1])\n",
    "for i,me in enumerate(mes):\n",
    "    me.plot_norm(i*.5)\n",
    "grid(True)\n",
    "xlabel(\"$\\\\lambda~[\\\\mathrm{\\AA}]$\")\n",
    "ylabel(\"Normalized Flux + shift\")\n",
    "xlim(6200,6900)\n",
    "ylim(0, 3)\n",
    "title(\"Red arm\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## a demo spectrum `msr`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Normalized Flux')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ms = mes[0].speclist[0]\n",
    "msr = ms.reduce()\n",
    "figure(figsize=(20, 5))\n",
    "plot(ms.wave,ms.flux_norm, '-', c=\"gray\", lw=3)\n",
    "plot(msr.wave,msr.flux_norm, '-', c=\"m\", lw=3)\n",
    "grid(True)\n",
    "xlabel(\"$\\\\lambda~[\\\\mathrm{\\AA}]$\")\n",
    "ylabel(\"Normalized Flux\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# load `RVM`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<RVM [nmod=660] [4500.1<lambda<7199.9]>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import joblib\n",
    "rvm = joblib.load(\"/Users/cham/projects/sb2/data/v10_rvm.dump\")\n",
    "rvm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "@RVM: initializing Radial Velocity Machine (RVM)...\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<RVM [nmod=100] [4500.1<lambda<7199.9]>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rvm = rvm.shrink(100)\n",
    "rvm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# measure RV of `msr`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'rv_opt': -65.71504982050229,\n",
       " 'rv_err': 1284.5538825841259,\n",
       " 'rv_best': -70,\n",
       " 'ccfmax': 0.8543042660054776,\n",
       " 'success': True,\n",
       " 'imod': 39,\n",
       " 'pmod': array([ 5.33045431e+03,  3.00196446e+00, -8.23387820e-01, -1.18289656e-01]),\n",
       " 'status': 0}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rvr = rvm.measure(msr.wave, msr.flux_norm, rv_grid=np.arange(-1000, 1000, 10))\n",
    "rvr"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# measure RV with Monte Carlo error"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'rv_opt': -65.71504982050229,\n",
       " 'rv_err': 1284.5538825841259,\n",
       " 'rv_best': -70,\n",
       " 'ccfmax': 0.8543042660054776,\n",
       " 'success': True,\n",
       " 'imod': 39,\n",
       " 'pmod': array([ 5.33045431e+03,  3.00196446e+00, -8.23387820e-01, -1.18289656e-01]),\n",
       " 'status': 0,\n",
       " 'rv_pct': array([-65.859978  , -65.71652257, -65.58214729])}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rvr = rvm.measure(msr.wave, msr.flux_norm, flux_err=msr.flux_norm_err, nmc=100, rv_grid=np.arange(-1000, 1000, 10))\n",
    "rvr"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# explanation\n",
    "- rv_opt: optimized measurement of RV\n",
    "- rv_err: formal error from BFGS algorithm (do not use this)\n",
    "- rv_best: the best rv at grid\n",
    "- ccfmax: the maximum CCF value (corresponding to rv_opt)\n",
    "- success: True if converged\n",
    "- imod: the index of the best-match template\n",
    "- pmod: the parameters of the best-match template\n",
    "- status: 0 if success\n",
    "- rv_pct: the 16, 50 and 84 percentiles of the Monte Carlo results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# measure SB2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cham/anaconda3/lib/python3.8/site-packages/scipy/optimize/optimize.py:2116: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  tmp2 = (x - v) * (fx - fw)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "OrderedDict([('rv1', -65.71504982050229),\n",
       "             ('rv1_pct', array([-65.85634529, -65.69424725, -65.57854804])),\n",
       "             ('rv1_err', 0.13889862362773187),\n",
       "             ('ccfmax1', 0.8543042660054776),\n",
       "             ('rv1_best', -70),\n",
       "             ('imod1', 39),\n",
       "             ('pmod1',\n",
       "              array([ 5.33045431e+03,  3.00196446e+00, -8.23387820e-01, -1.18289656e-01])),\n",
       "             ('imod2', 39),\n",
       "             ('pmod2',\n",
       "              array([ 5.33045431e+03,  3.00196446e+00, -8.23387820e-01, -1.18289656e-01])),\n",
       "             ('success1', True),\n",
       "             ('ccfmax2', 0.9428025720709089),\n",
       "             ('success2', True),\n",
       "             ('rv1_rv2_eta0',\n",
       "              array([-65.71504982,  95.        ,   0.3       ])),\n",
       "             ('rv1_rv2_eta',\n",
       "              array([-65.47101649,  92.6106792 ,   0.47830922])),\n",
       "             ('rv1_rv2_eta_pct',\n",
       "              array([[-65.55617642,  92.41304153,   0.47585426],\n",
       "                     [-65.45627069,  92.60053495,   0.47877978],\n",
       "                     [-65.33821222,  92.77320426,   0.4820387 ]])),\n",
       "             ('rv1_rv2_eta_err', array([0.1089821 , 0.18008137, 0.00309222])),\n",
       "             ('status1', 0),\n",
       "             ('status2', 0)])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rvr = rvm.measure_binary(msr.wave, msr.flux_norm, flux_err=msr.flux_norm_err, nmc=100, rv_grid=np.arange(-1000, 1000, 10),\n",
    "                         twin=True, eta_init=0.3, eta_lim=(0, 2))\n",
    "rvr"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## explanation\n",
    "\n",
    "### measurements assuming single star\n",
    "- rv1: optimized measurement of RV\n",
    "- rv1_pct: the 16, 50 and 84 percentiles of the Monte Carlo results\n",
    "- rv1_err: the 16, 50, 84 percentiles of the MC results\n",
    "- ccfmax1: the maximum CCF value\n",
    "- rv_best: the best rv at grid\n",
    "- imod1: the index of the best-match template\n",
    "- pmod1: the parameters of the best-match template\n",
    "- success1: True if converged\n",
    "- status2: 0 if success\n",
    "\n",
    "### measurements assuming binary\n",
    "- ccfmax2: the maximum CCF value\n",
    "- rv1_rv2_eta0: initial guess of the vector (rv1, rv2, luminosity_ratio)\n",
    "- rv1_rv2_eta: the optimal solution\n",
    "- rv1_rv2_eta_pct: the 16, 50, 84 percentiles of the MC results\n",
    "- rv1_rv2_eta_err: the error derived from rv1_rv2_eta_pct\n",
    "- success2: True if converged\n",
    "- status2: 0 if success\n",
    "- imod2: the index of the best-match template\n",
    "- pmod2: the parameters of the best-match template\n",
    "\n",
    "**Note that, if *twin* is set to True, I assume the spectrum of the secondary star is similar to that of the primary.**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## PS: if you make use of this code in your research, please cite Zhang et al. (in prep.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
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   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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}
